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04/06/2023
A Mathematical Benchmark for Inductive Theorem Provers
We present a benchmark of 29687 problems derived from the On-Line Encycl...
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01/27/2023
Alien Coding
We introduce a self-learning algorithm for synthesizing programs for OEI...
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02/24/2022
Learning Program Synthesis for Integer Sequences from Scratch
We present a self-learning approach for synthesizing programs from integ...
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09/07/2021
Learned Provability Likelihood for Tactical Search
We present a method to estimate the provability of a mathematical formul...
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09/03/2020
Tree Neural Networks in HOL4
We present an implementation of tree neural networks within the proof as...
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12/03/2019
Self-Learned Formula Synthesis in Set Theory
A reinforcement learning algorithm accomplishes the task of synthesizing...
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10/25/2019
Deep Reinforcement Learning in HOL4
The paper describes an implementation of deep reinforcement learning thr...
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03/06/2019
GRUNGE: A Grand Unified ATP Challenge
This paper describes a large set of related theorem proving problems obt...
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04/02/2018
Learning to Prove with Tactics
We implement a automated tactical prover TacticToe on top of the HOL4 in...
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04/02/2018
Learning to Reason with HOL4 tactics
Techniques combining machine learning with translation to automated reas...
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09/11/2015
Premise Selection and External Provers for HOL4
Learning-assisted automated reasoning has recently gained popularity amo...
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09/11/2015